{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# Image features exercise\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "We have seen that we can achieve reasonable performance on an image classification task by training a linear classifier on the pixels of the input image. In this exercise we will show that we can improve our classification performance by training linear classifiers not on raw pixels but on features that are computed from the raw pixels.\n",
    "\n",
    "All of your work for this exercise will be done in this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading extenrnal modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Load data\n",
    "Similar to previous exercises, we will load CIFAR-10 data from disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.features import color_histogram_hsv, hog_feature\n",
    "\n",
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000):\n",
    "    # Load the raw CIFAR-10 data\n",
    "    cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "\n",
    "    # Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "    try:\n",
    "       del X_train, y_train\n",
    "       del X_test, y_test\n",
    "       print('Clear previously loaded data.')\n",
    "    except:\n",
    "       pass\n",
    "\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "    \n",
    "    # Subsample the data\n",
    "    mask = list(range(num_training, num_training + num_validation))\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = list(range(num_training))\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = list(range(num_test))\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "    \n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Extract Features\n",
    "For each image we will compute a Histogram of Oriented\n",
    "Gradients (HOG) as well as a color histogram using the hue channel in HSV\n",
    "color space. We form our final feature vector for each image by concatenating\n",
    "the HOG and color histogram feature vectors.\n",
    "\n",
    "Roughly speaking, HOG should capture the texture of the image while ignoring\n",
    "color information, and the color histogram represents the color of the input\n",
    "image while ignoring texture. As a result, we expect that using both together\n",
    "ought to work better than using either alone. Verifying this assumption would\n",
    "be a good thing to try for your own interest.\n",
    "\n",
    "The `hog_feature` and `color_histogram_hsv` functions both operate on a single\n",
    "image and return a feature vector for that image. The extract_features\n",
    "function takes a set of images and a list of feature functions and evaluates\n",
    "each feature function on each image, storing the results in a matrix where\n",
    "each column is the concatenation of all feature vectors for a single image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Done extracting features for 49000 / 49000 images\n"
     ]
    }
   ],
   "source": [
    "from cs231n.features import *\n",
    "\n",
    "num_color_bins = 10 # Number of bins in the color histogram\n",
    "feature_fns = [hog_feature, lambda img: color_histogram_hsv(img, nbin=num_color_bins)]\n",
    "X_train_feats = extract_features(X_train, feature_fns, verbose=True)\n",
    "X_val_feats = extract_features(X_val, feature_fns)\n",
    "X_test_feats = extract_features(X_test, feature_fns)\n",
    "\n",
    "# Preprocessing: Subtract the mean feature\n",
    "mean_feat = np.mean(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats -= mean_feat\n",
    "X_val_feats -= mean_feat\n",
    "X_test_feats -= mean_feat\n",
    "\n",
    "# Preprocessing: Divide by standard deviation. This ensures that each feature\n",
    "# has roughly the same scale.\n",
    "std_feat = np.std(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats /= std_feat\n",
    "X_val_feats /= std_feat\n",
    "X_test_feats /= std_feat\n",
    "\n",
    "# Preprocessing: Add a bias dimension\n",
    "X_train_feats = np.hstack([X_train_feats, np.ones((X_train_feats.shape[0], 1))])\n",
    "X_val_feats = np.hstack([X_val_feats, np.ones((X_val_feats.shape[0], 1))])\n",
    "X_test_feats = np.hstack([X_test_feats, np.ones((X_test_feats.shape[0], 1))])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train SVM on features\n",
    "Using the multiclass SVM code developed earlier in the assignment, train SVMs on top of the features extracted above; this should achieve better results than training SVMs directly on top of raw pixels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr 1.000000e-09 reg 5.000000e+04 train accuracy: 0.417327 val accuracy: 0.419000\n",
      "lr 1.000000e-09 reg 5.000000e+05 train accuracy: 0.416061 val accuracy: 0.425000\n",
      "lr 1.000000e-09 reg 5.000000e+06 train accuracy: 0.414592 val accuracy: 0.419000\n",
      "lr 1.000000e-08 reg 5.000000e+04 train accuracy: 0.413510 val accuracy: 0.422000\n",
      "lr 1.000000e-08 reg 5.000000e+05 train accuracy: 0.414510 val accuracy: 0.412000\n",
      "lr 1.000000e-08 reg 5.000000e+06 train accuracy: 0.413429 val accuracy: 0.419000\n",
      "lr 1.000000e-07 reg 5.000000e+04 train accuracy: 0.412959 val accuracy: 0.413000\n",
      "lr 1.000000e-07 reg 5.000000e+05 train accuracy: 0.415592 val accuracy: 0.418000\n",
      "lr 1.000000e-07 reg 5.000000e+06 train accuracy: 0.413449 val accuracy: 0.419000\n",
      "best validation accuracy achieved during cross-validation: 0.425000\n"
     ]
    }
   ],
   "source": [
    "# Use the validation set to tune the learning rate and regularization strength\n",
    "\n",
    "from cs231n.classifiers.linear_classifier import LinearSVM\n",
    "\n",
    "learning_rates = [1e-9, 1e-8, 1e-7]\n",
    "regularization_strengths = [5e4, 5e5, 5e6]\n",
    "\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_svm = None\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Use the validation set to set the learning rate and regularization strength. #\n",
    "# This should be identical to the validation that you did for the SVM; save    #\n",
    "# the best trained classifer in best_svm. You might also want to play          #\n",
    "# with different numbers of bins in the color histogram. If you are careful    #\n",
    "# you should be able to get accuracy of near 0.44 on the validation set.       #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "def tryParams(lr, reg, best_val, best_svm):\n",
    "    svm = LinearSVM()\n",
    "#     print(f\"lr = {lr}, reg = {reg}:\")\n",
    "    loss_hist = svm.train(X_train_feats, y_train, learning_rate=1e-7, reg=2.5e4,\n",
    "                          num_iters=5000, verbose=False)\n",
    "    y_train_pred = np.mean(y_train == svm.predict(X_train_feats))\n",
    "    y_val_pred = np.mean(y_val == svm.predict(X_val_feats))\n",
    "    results[(lr, reg)] = (y_train_pred,y_val_pred)\n",
    "    if y_val_pred > best_val: \n",
    "        best_val = y_val_pred\n",
    "        best_svm = svm\n",
    "    return best_val, best_svm\n",
    "    \n",
    "for lr in learning_rates:\n",
    "    for reg in regularization_strengths:\n",
    "        best_val, best_svm = tryParams(lr, reg, best_val, best_svm)\n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out results.\n",
    "for lr, reg in sorted(results):\n",
    "    train_accuracy, val_accuracy = results[(lr, reg)]\n",
    "    print('lr %e reg %e train accuracy: %f val accuracy: %f' % (\n",
    "                lr, reg, train_accuracy, val_accuracy))\n",
    "    \n",
    "print('best validation accuracy achieved during cross-validation: %f' % best_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "svm_test_accuracy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.424\n"
     ]
    }
   ],
   "source": [
    "# Evaluate your trained SVM on the test set: you should be able to get at least 0.40\n",
    "y_test_pred = best_svm.predict(X_test_feats)\n",
    "test_accuracy = np.mean(y_test == y_test_pred)\n",
    "print(test_accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# An important way to gain intuition about how an algorithm works is to\n",
    "# visualize the mistakes that it makes. In this visualization, we show examples\n",
    "# of images that are misclassified by our current system. The first column\n",
    "# shows images that our system labeled as \"plane\" but whose true label is\n",
    "# something other than \"plane\".\n",
    "\n",
    "examples_per_class = 8\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "for cls, cls_name in enumerate(classes):\n",
    "    idxs = np.where((y_test != cls) & (y_test_pred == cls))[0]\n",
    "    idxs = np.random.choice(idxs, examples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt.subplot(examples_per_class, len(classes), i * len(classes) + cls + 1)\n",
    "        plt.imshow(X_test[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "### Inline question 1:\n",
    "Describe the misclassification results that you see. Do they make sense?\n",
    "\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neural Network on image features\n",
    "Earlier in this assigment we saw that training a two-layer neural network on raw pixels achieved better classification performance than linear classifiers on raw pixels. In this notebook we have seen that linear classifiers on image features outperform linear classifiers on raw pixels. \n",
    "\n",
    "For completeness, we should also try training a neural network on image features. This approach should outperform all previous approaches: you should easily be able to achieve over 55% classification accuracy on the test set; our best model achieves about 60% classification accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(49000, 155)\n",
      "(49000, 154)\n"
     ]
    }
   ],
   "source": [
    "# Preprocessing: Remove the bias dimension\n",
    "# Make sure to run this cell only ONCE\n",
    "print(X_train_feats.shape)\n",
    "X_train_feats = X_train_feats[:, :-1]\n",
    "X_val_feats = X_val_feats[:, :-1]\n",
    "X_test_feats = X_test_feats[:, :-1]\n",
    "\n",
    "print(X_train_feats.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hs: 500, bs: 300, lr: 0.01, reg:0.005, val_acc: 0.194\n",
      "hs: 500, bs: 300, lr: 0.1, reg:0.005, val_acc: 0.519\n",
      "hs: 500, bs: 300, lr: 0.5, reg:0.005, val_acc: 0.549\n",
      "hs: 500, bs: 300, lr: 1, reg:0.005, val_acc: 0.54\n",
      "hs: 500, bs: 300, lr: 2, reg:0.005, val_acc: 0.469\n",
      "hs: 500, bs: 300, lr: 0.5, reg:0.005, val_acc: 0.549\n",
      "hs: 500, bs: 200, lr: 0.5, reg:0.005, val_acc: 0.549\n",
      "hs: 500, bs: 300, lr: 0.5, reg:0.005, val_acc: 0.555\n",
      "hs: 500, bs: 400, lr: 0.5, reg:0.005, val_acc: 0.563\n",
      "hs: 500, bs: 400, lr: 0.5, reg:0.001, val_acc: 0.605\n",
      "hs: 500, bs: 400, lr: 0.5, reg:0.005, val_acc: 0.556\n",
      "hs: 500, bs: 400, lr: 0.5, reg:0.01, val_acc: 0.516\n",
      "best_hs:500, best_bs:400, best_lr:0.5, best_reg:0.001, best_acc:0.605\n",
      "CPU times: user 4min, sys: 16.5 s, total: 4min 16s\n",
      "Wall time: 2min 48s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from cs231n.classifiers.neural_net import TwoLayerNet\n",
    "\n",
    "input_dim = X_train_feats.shape[1]\n",
    "hidden_dim = 500\n",
    "num_classes = 10\n",
    "\n",
    "net = TwoLayerNet(input_dim, hidden_dim, num_classes)\n",
    "best_net = None\n",
    "\n",
    "################################################################################\n",
    "# TODO: Train a two-layer neural network on image features. You may want to    #\n",
    "# cross-validate various parameters as in previous sections. Store your best   #\n",
    "# model in the best_net variable.                                              #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "state = None\n",
    "input_size = input_dim\n",
    "num_classes = 10\n",
    "best_acc = 0\n",
    "\n",
    "hidden_size = [hidden_dim]\n",
    "batch_size = [200, 300, 400]\n",
    "learning_rate = [1e-2 ,1e-1, 5e-1, 1, 2]\n",
    "regularization = [1e-3, 5e-3, 1e-2]\n",
    "\n",
    "best_hs = hidden_size[0]\n",
    "best_bs = batch_size[1]\n",
    "best_lr = learning_rate[2]\n",
    "best_reg = regularization[1]\n",
    "\n",
    "def testParam(hs, bs, lr, reg):\n",
    "    net = TwoLayerNet(input_size, hs, num_classes)\n",
    "    num_train = X_train_feats.shape[0]\n",
    "    iterations_per_epoch = max(num_train / bs, 1)\n",
    "    num_epoch = 10\n",
    "    num_iters = int(iterations_per_epoch*num_epoch)\n",
    "    # Here exactly 5 epoch are runned for each parameter set\n",
    "    stats = net.train(X_train_feats, y_train, X_val_feats, y_val,\n",
    "                num_iters=num_iters, batch_size=bs,\n",
    "                learning_rate=lr, learning_rate_decay=0.95,\n",
    "                reg=reg, verbose=False)\n",
    "    val_acc = (net.predict(X_val_feats) == y_val).mean()\n",
    "    print(f'hs: {hs}, bs: {bs}, lr: {lr}, reg:{reg}, val_acc: {val_acc}')\n",
    "    return val_acc, net, stats\n",
    "\n",
    "        \n",
    "for lr in learning_rate:\n",
    "    val_acc, net, stats = testParam(best_hs, best_bs, lr, best_reg)\n",
    "    if val_acc > best_acc:\n",
    "        best_acc = val_acc\n",
    "        best_lr = lr\n",
    "        best_net = net\n",
    "        \n",
    "for hs in hidden_size:\n",
    "    val_acc, net, stats = testParam(hs, best_bs, best_lr, best_reg)\n",
    "    if val_acc > best_acc:\n",
    "        best_acc = val_acc\n",
    "        best_hs = hs\n",
    "        best_net = net\n",
    "\n",
    "for bs in batch_size:\n",
    "    val_acc, net, stats = testParam(best_hs, bs, best_lr, best_reg)\n",
    "    if val_acc > best_acc:\n",
    "        best_acc = val_acc\n",
    "        best_bs = bs\n",
    "        best_net = net\n",
    "\n",
    "        \n",
    "for reg in regularization:\n",
    "    val_acc, net, state = testParam(best_hs, best_bs, best_lr, reg)\n",
    "    if val_acc > best_acc:\n",
    "        best_acc = val_acc\n",
    "        best_reg = reg\n",
    "        best_net = net\n",
    "        \n",
    "print(f'best_hs:{best_hs}, best_bs:{best_bs}, best_lr:{best_lr}, best_reg:{best_reg}, best_acc:{best_acc}')    \n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showTraining(stats):\n",
    "    plt.subplot(2, 1, 1)\n",
    "    plt.plot(stats['loss_history'])\n",
    "    plt.title('Loss history')\n",
    "    plt.xlabel('Iteration')\n",
    "    plt.ylabel('Loss')\n",
    "\n",
    "    plt.subplot(2, 1, 2)\n",
    "    plt.plot(stats['train_acc_history'], label='train')\n",
    "    plt.plot(stats['val_acc_history'], label='val')\n",
    "    plt.title('Classification accuracy history')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Classification accuracy')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showTraining(state)\n",
    "# show_net_weights(best_net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "nn_test_accuracy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.553\n"
     ]
    }
   ],
   "source": [
    "# Run your best neural net classifier on the test set. You should be able\n",
    "# to get more than 55% accuracy.\n",
    "\n",
    "test_acc = (best_net.predict(X_test_feats) == y_test).mean()\n",
    "print(test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
